Calculations and charts - Italian provinces (by region) - COVID-19 Epidemic
Marcelo Eduardo Redoschi
Thu 30 Apr 2020 20:40:58 CEST
Based on the Protezione Civile Dataset and adjusted for the ISTAT (National Statistics Institute) regional and provincial nomenclature
Source: dpc-covid19-ita-province.csv, own calculations
Province trends observed on 2020-04-30
## daily_growth per_capita trend total_cases
## Min. :-0.41 Min. : 0.270 Min. :-2.42000 Min. : 54.0
## 1st Qu.: 0.22 1st Qu.: 0.915 1st Qu.:-0.29000 1st Qu.: 408.5
## Median : 0.54 Median : 2.080 Median :-0.07000 Median : 966.0
## Mean : 0.73 Mean : 3.425 Mean :-0.05178 Mean : 1892.5
## 3rd Qu.: 1.14 3rd Qu.: 5.395 3rd Qu.: 0.16000 3rd Qu.: 2496.0
## Max. : 3.24 Max. :16.820 Max. : 1.84000 Max. :19337.0With an augmenting rate of increase in the number of cases
## province total_cases daily_growth trend per_capita
## 1 Sondrio 1180 3.24 1.84 6.52
## 2 Ragusa 91 2.25 1.50 0.28
## 3 Brindisi 566 1.98 1.27 1.44
## 4 Isernia 56 1.82 1.22 0.66
## 5 Gorizia 186 2.20 0.91 1.33
## 6 Nuoro 77 1.32 0.88 0.37
## 7 Taranto 258 1.18 0.79 0.45
## 8 Savona 1204 2.91 0.74 4.36
## 9 Viterbo 390 1.30 0.69 1.23
## 10 Belluno 1107 2.12 0.67 5.45
## 11 Alessandria 3417 2.12 0.66 8.11
## 12 Messina 538 0.94 0.63 0.86
## 13 Forlì-Cesena 1576 1.29 0.56 3.99
## 14 Cosenza 454 0.89 0.52 0.64
## 15 Treviso 2511 0.97 0.50 2.83
## 16 Reggio nell'Emilia 4660 1.02 0.48 8.76
## 17 Palermo 493 2.71 0.45 0.39
## 18 Siracusa 227 1.34 0.44 0.57
## 19 Matera 189 0.53 0.35 0.95
## 20 Pistoia 630 0.96 0.32 2.15
## 21 Vercelli 1107 0.73 0.30 6.48
## 22 La Spezia 829 0.48 0.24 3.78
## 23 Arezzo 624 0.48 0.21 1.82
## 24 Bari 1313 0.92 0.20 1.05
## 25 Padova 3851 0.39 0.18 4.11
## 26 Catanzaro 207 0.49 0.16 0.58
## 27 Pordenone 634 0.63 0.16 2.03
## 28 Trento 4116 1.16 0.16 7.61
## 29 Bolzano / Bozen 2518 0.44 0.15 4.74
## 30 Firenze 3120 1.33 0.14 3.08
## 31 Reggio di Calabria 252 0.40 0.13 0.46
## 32 Prato 520 0.58 0.13 2.02
## 33 Vicenza 2644 1.07 0.13 3.07
## 34 Macerata 1017 0.69 0.10 3.24
## 35 Barletta-Andria-Trani 373 0.54 0.09 0.96
## 36 Pescara 1292 0.54 0.08 4.05
## 37 Sassari 836 0.36 0.08 1.70
## 38 Siena 422 0.24 0.08 1.58
## 39 Ancona 1810 0.28 0.07 3.84
## 40 Novara 2291 1.15 0.06 6.21
## 41 Mantova 3175 0.60 0.05 7.70
## 42 Cuneo 2486 1.10 0.02 4.23
## 43 Modena 3657 0.74 0.01 5.18## daily_growth per_capita trend total_cases
## Min. :0.240 Min. :0.280 Min. :0.0100 Min. : 56
## 1st Qu.:0.540 1st Qu.:0.955 1st Qu.:0.1300 1st Qu.: 406
## Median :0.960 Median :2.150 Median :0.2400 Median : 836
## Mean :1.126 Mean :3.043 Mean :0.4267 Mean :1370
## 3rd Qu.:1.325 3rd Qu.:4.295 3rd Qu.:0.6450 3rd Qu.:2388
## Max. :3.240 Max. :8.760 Max. :1.8400 Max. :4660With a steady or declining rate of increase
## province total_cases daily_growth trend per_capita
## 1 Teramo 638 0.16 0.00 2.07
## 2 Potenza 178 0.00 0.00 0.49
## 3 Latina 491 0.61 0.00 0.85
## 4 Cagliari 235 0.43 0.00 0.55
## 5 Oristano 54 0.00 0.00 0.34
## 6 Perugia 992 0.10 0.00 1.51
## 7 Fermo 435 0.93 -0.01 2.50
## 8 Roma 4756 1.32 -0.03 1.10
## 9 Torino 13098 2.02 -0.03 5.80
## 10 Lucca 1276 0.24 -0.05 3.29
## 11 Parma 3157 0.41 -0.07 6.99
## 12 Grosseto 406 0.25 -0.08 1.83
## 13 Lodi 2966 0.24 -0.10 12.88
## 14 Trieste 1252 0.56 -0.11 5.34
## 15 Rimini 2005 0.75 -0.13 5.91
## 16 Cremona 6037 0.23 -0.13 16.82
## 17 Pavia 4349 1.61 -0.13 7.97
## 18 Lecce 487 0.62 -0.14 0.61
## 19 Salerno 661 0.30 -0.15 0.60
## 20 Campobasso 224 0.00 -0.15 1.01
## 21 Valle d'Aosta / Vallée d'Aoste 1128 0.36 -0.15 8.98
## 22 Pisa 847 0.12 -0.16 2.02
## 23 Rovigo 427 0.23 -0.16 1.82
## 24 Napoli 2423 0.29 -0.18 0.79
## 25 Biella 966 0.31 -0.18 5.50
## 26 Verona 4666 0.84 -0.18 5.04
## 27 Catania 973 0.21 -0.21 0.88
## 28 Ascoli Piceno 281 0.00 -0.24 1.36
## 29 Udine 951 0.00 -0.25 1.80
## 30 Milano 19337 1.13 -0.25 5.95
## 31 Ferrara 921 0.33 -0.26 2.66
## 32 Brescia 12861 0.43 -0.26 10.16
## 33 Lecco 2274 0.40 -0.26 6.74
## 34 Pesaro e Urbino 2506 0.64 -0.26 6.98
## 35 Massa-Carrara 994 0.10 -0.27 5.10
## 36 Crotone 118 0.00 -0.28 0.67
## 37 Bologna 4416 1.47 -0.29 4.35
## 38 Piacenza 4062 1.73 -0.29 14.15
## 39 Bergamo 11313 0.19 -0.29 10.15
## 40 Verbano-Cusio-Ossola 1005 0.00 -0.30 6.35
## 41 Ravenna 982 0.10 -0.31 2.52
## 42 Caserta 420 0.00 -0.32 0.46
## 43 Genova 4616 0.98 -0.33 5.49
## 44 Livorno 513 0.00 -0.33 1.53
## 45 Sud Sardegna 93 0.00 -0.36 0.27
## 46 Varese 2667 1.83 -0.40 2.99
## 47 Venezia 2438 0.54 -0.47 2.86
## 48 Frosinone 566 0.18 -0.48 1.16
## 49 Trapani 139 0.00 -0.48 0.32
## 50 Agrigento 135 0.00 -0.50 0.31
## 51 Enna 411 0.24 -0.50 2.49
## 52 L'Aquila 243 -0.41 -0.55 0.81
## 53 Como 3244 1.15 -0.63 5.41
## 54 Foggia 1044 1.16 -0.66 1.68
## 55 Monza e della Brianza 4704 0.64 -0.73 5.38
## 56 Avellino 456 0.44 -0.76 1.09
## 57 Imperia 1338 1.59 -0.81 6.26
## 58 Vibo Valentia 75 0.00 -0.91 0.47
## 59 Asti 1572 1.68 -0.91 7.32
## 60 Benevento 182 0.00 -0.93 0.66
## 61 Rieti 324 0.00 -1.05 2.08
## 62 Terni 349 0.00 -1.48 1.55
## 63 Chieti 757 0.00 -1.54 1.96
## 64 Caltanissetta 159 0.00 -2.42 0.61## daily_growth per_capita trend total_cases
## Min. :-0.4100 Min. : 0.2700 Min. :-2.4200 Min. : 54.0
## 1st Qu.: 0.0000 1st Qu.: 0.8725 1st Qu.:-0.4800 1st Qu.: 409.8
## Median : 0.2450 Median : 2.0750 Median :-0.2600 Median : 969.5
## Mean : 0.4637 Mean : 3.6811 Mean :-0.3733 Mean : 2243.6
## 3rd Qu.: 0.6400 3rd Qu.: 5.5750 3rd Qu.:-0.1300 3rd Qu.: 2546.2
## Max. : 2.0200 Max. :16.8200 Max. : 0.0000 Max. :19337.0Trend is an approximation = (current_rate-cubic_rate)x100
Provinces per capita (expressed as per thousand people) ‰ rate.
## province total_cases per_capita pos
## Cremona 6037 16.82 1
## Piacenza 4062 14.15 2
## Lodi 2966 12.88 3
## Brescia 12861 10.16 4
## Bergamo 11313 10.15 5
## Valle d'Aosta / Vallée d'Aoste 1128 8.98 6
## Reggio nell'Emilia 4660 8.76 7
## Alessandria 3417 8.11 8
## Pavia 4349 7.97 9
## Mantova 3175 7.70 10
## Trento 4116 7.61 11
## Asti 1572 7.32 12
## Parma 3157 6.99 13
## Pesaro e Urbino 2506 6.98 14
## Lecco 2274 6.74 15
## Sondrio 1180 6.52 16
## Vercelli 1107 6.48 17
## Verbano-Cusio-Ossola 1005 6.35 18
## Imperia 1338 6.26 19
## Novara 2291 6.21 20
## Milano 19337 5.95 21
## Rimini 2005 5.91 22
## Torino 13098 5.80 23
## Biella 966 5.50 24
## Genova 4616 5.49 25
## Belluno 1107 5.45 26
## Como 3244 5.41 27
## Monza e della Brianza 4704 5.38 28
## Trieste 1252 5.34 29
## Modena 3657 5.18 30
## Massa-Carrara 994 5.10 31
## Verona 4666 5.04 32
## Bolzano / Bozen 2518 4.74 33
## Savona 1204 4.36 34
## Bologna 4416 4.35 35
## Cuneo 2486 4.23 36
## Padova 3851 4.11 37
## Pescara 1292 4.05 38
## Forlì-Cesena 1576 3.99 39
## Ancona 1810 3.84 40
## La Spezia 829 3.78 41
## Lucca 1276 3.29 42
## Macerata 1017 3.24 43
## Firenze 3120 3.08 44
## Vicenza 2644 3.07 45
## Varese 2667 2.99 46
## Venezia 2438 2.86 47
## Treviso 2511 2.83 48
## Ferrara 921 2.66 49
## Ravenna 982 2.52 50
## Fermo 435 2.50 51
## Enna 411 2.49 52
## Pistoia 630 2.15 53
## Rieti 324 2.08 54
## Teramo 638 2.07 55
## Pordenone 634 2.03 56
## Pisa 847 2.02 57
## Prato 520 2.02 58
## Chieti 757 1.96 59
## Grosseto 406 1.83 60
## Arezzo 624 1.82 61
## Rovigo 427 1.82 62
## Udine 951 1.80 63
## Sassari 836 1.70 64
## Foggia 1044 1.68 65
## Siena 422 1.58 66
## Terni 349 1.55 67
## Livorno 513 1.53 68
## Perugia 992 1.51 69
## Brindisi 566 1.44 70
## Ascoli Piceno 281 1.36 71
## Gorizia 186 1.33 72
## Viterbo 390 1.23 73
## Frosinone 566 1.16 74
## Roma 4756 1.10 75
## Avellino 456 1.09 76
## Bari 1313 1.05 77
## Campobasso 224 1.01 78
## Barletta-Andria-Trani 373 0.96 79
## Matera 189 0.95 80
## Catania 973 0.88 81
## Messina 538 0.86 82
## Latina 491 0.85 83
## L'Aquila 243 0.81 84
## Napoli 2423 0.79 85
## Crotone 118 0.67 86
## Isernia 56 0.66 87
## Benevento 182 0.66 88
## Cosenza 454 0.64 89
## Lecce 487 0.61 90
## Caltanissetta 159 0.61 91
## Salerno 661 0.60 92
## Catanzaro 207 0.58 93
## Siracusa 227 0.57 94
## Cagliari 235 0.55 95
## Potenza 178 0.49 96
## Vibo Valentia 75 0.47 97
## Reggio di Calabria 252 0.46 98
## Caserta 420 0.46 99
## Taranto 258 0.45 100
## Palermo 493 0.39 101
## Nuoro 77 0.37 102
## Oristano 54 0.34 103
## Trapani 139 0.32 104
## Agrigento 135 0.31 105
## Ragusa 91 0.28 106
## Sud Sardegna 93 0.27 107Graphs - Total case progression - Provinces by region (for the most recent days observed)
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Chieti 757 0.00 1.54 1.96
## L'Aquila 243 -0.41 0.14 0.81
## Pescara 1292 0.54 0.47 4.05
## Teramo 638 0.16 0.16 2.07
## daily_growth three_day_rate total_cases per_capita
## Min. :-0.40984 Min. :0.1376 Min. : 243.0 Min. :0.8126
## 1st Qu.:-0.10246 1st Qu.:0.1523 1st Qu.: 539.2 1st Qu.:1.6756
## Median : 0.07849 Median :0.3130 Median : 697.5 Median :2.0172
## Mean : 0.07297 Mean :0.5768 Mean : 732.5 Mean :2.2246
## 3rd Qu.: 0.25393 3rd Qu.:0.7375 3rd Qu.: 890.8 3rd Qu.:2.5661
## Max. : 0.54475 Max. :1.5436 Max. :1292.0 Max. :4.0513
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Matera 189 0.53 0.18 0.95
## Potenza 178 0.00 0.00 0.49
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.00000 Min. :178.0 Min. :0.4877
## 1st Qu.:0.1330 1st Qu.:0.04425 1st Qu.:180.8 1st Qu.:0.6045
## Median :0.2660 Median :0.08850 Median :183.5 Median :0.7214
## Mean :0.2660 Mean :0.08850 Mean :183.5 Mean :0.7214
## 3rd Qu.:0.3989 3rd Qu.:0.13274 3rd Qu.:186.2 3rd Qu.:0.8382
## Max. :0.5319 Max. :0.17699 Max. :189.0 Max. :0.9550
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Catanzaro 207 0.49 0.32 0.58
## Cosenza 454 0.89 0.37 0.64
## Crotone 118 0.00 0.28 0.67
## Reggio di Calabria 252 0.40 0.27 0.46
## Vibo Valentia 75 0.00 0.91 0.47
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.2660 Min. : 75.0 Min. :0.4598
## 1st Qu.:0.0000 1st Qu.:0.2841 1st Qu.:118.0 1st Qu.:0.4685
## Median :0.3984 Median :0.3242 Median :207.0 Median :0.5777
## Mean :0.3545 Mean :0.4298 Mean :221.2 Mean :0.5647
## 3rd Qu.:0.4854 3rd Qu.:0.3698 3rd Qu.:252.0 3rd Qu.:0.6433
## Max. :0.8889 Max. :0.9050 Max. :454.0 Max. :0.6744
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Avellino 456 0.44 1.20 1.09
## Benevento 182 0.00 0.93 0.66
## Caserta 420 0.00 0.32 0.46
## Napoli 2423 0.29 0.47 0.79
## Salerno 661 0.30 0.46 0.60
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.3195 Min. : 182.0 Min. :0.4551
## 1st Qu.:0.0000 1st Qu.:0.4580 1st Qu.: 420.0 1st Qu.:0.6017
## Median :0.2897 Median :0.4722 Median : 456.0 Median :0.6570
## Mean :0.2068 Mean :0.6761 Mean : 828.4 Mean :0.7179
## 3rd Qu.:0.3035 3rd Qu.:0.9329 3rd Qu.: 661.0 3rd Qu.:0.7854
## Max. :0.4405 Max. :1.1977 Max. :2423.0 Max. :1.0901
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Bologna 4416 1.47 1.76 4.35
## Ferrara 921 0.33 0.59 2.66
## Forlì-Cesena 1576 1.29 0.73 3.99
## Modena 3657 0.74 0.73 5.18
## Parma 3157 0.41 0.48 6.99
## Piacenza 4062 1.73 2.02 14.15
## Ravenna 982 0.10 0.41 2.52
## Reggio nell'Emilia 4660 1.02 0.54 8.76
## Rimini 2005 0.75 0.88 5.91
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1019 Min. :0.4107 Min. : 921 Min. : 2.521
## 1st Qu.:0.4135 1st Qu.:0.5423 1st Qu.:1576 1st Qu.: 3.994
## Median :0.7538 Median :0.7296 Median :3157 Median : 5.184
## Mean :0.8714 Mean :0.9036 Mean :2826 Mean : 6.059
## 3rd Qu.:1.2853 3rd Qu.:0.8798 3rd Qu.:4062 3rd Qu.: 6.990
## Max. :1.7280 Max. :2.0152 Max. :4660 Max. :14.146
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Gorizia 186 2.20 1.29 1.33
## Pordenone 634 0.63 0.48 2.03
## Trieste 1252 0.56 0.67 5.34
## Udine 951 0.00 0.25 1.80
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.2466 Min. : 186.0 Min. :1.334
## 1st Qu.:0.4217 1st Qu.:0.4199 1st Qu.: 522.0 1st Qu.:1.682
## Median :0.5986 Median :0.5762 Median : 792.5 Median :1.914
## Mean :0.8487 Mean :0.6714 Mean : 755.8 Mean :2.625
## 3rd Qu.:1.0256 3rd Qu.:0.8277 3rd Qu.:1026.2 3rd Qu.:2.856
## Max. :2.1978 Max. :1.2869 Max. :1252.0 Max. :5.339
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Frosinone 566 0.18 0.66 1.16
## Latina 491 0.61 0.62 0.85
## Rieti 324 0.00 1.05 2.08
## Roma 4756 1.32 1.35 1.10
## Viterbo 390 1.30 0.61 1.23
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.6056 Min. : 324 Min. :0.8535
## 1st Qu.:0.1770 1st Qu.:0.6186 1st Qu.: 390 1st Qu.:1.0953
## Median :0.6148 Median :0.6563 Median : 491 Median :1.1573
## Mean :0.6823 Mean :0.8554 Mean :1305 Mean :1.2840
## 3rd Qu.:1.2987 3rd Qu.:1.0505 3rd Qu.: 566 3rd Qu.:1.2302
## Max. :1.3208 Max. :1.3461 Max. :4756 Max. :2.0836
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Genova 4616 0.98 1.32 5.49
## Imperia 1338 1.59 2.40 6.26
## La Spezia 829 0.48 0.24 3.78
## Savona 1204 2.91 2.17 4.36
## daily_growth three_day_rate total_cases per_capita
## Min. :0.4848 Min. :0.2424 Min. : 829 Min. :3.776
## 1st Qu.:0.8596 1st Qu.:1.0502 1st Qu.:1110 1st Qu.:4.215
## Median :1.2895 Median :1.7433 Median :1271 Median :4.924
## Mean :1.4925 Mean :1.5330 Mean :1997 Mean :4.970
## 3rd Qu.:1.9224 3rd Qu.:2.2260 3rd Qu.:2158 3rd Qu.:5.680
## Max. :2.9060 Max. :2.4030 Max. :4616 Max. :6.257
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Bergamo 11313 0.19 0.48 10.15
## Brescia 12861 0.43 0.69 10.16
## Como 3244 1.15 1.79 5.41
## Cremona 6037 0.23 0.37 16.82
## Lecco 2274 0.40 0.65 6.74
## Lodi 2966 0.24 0.34 12.88
## Mantova 3175 0.60 0.55 7.70
## Milano 19337 1.13 1.38 5.95
## Monza e della Brianza 4704 0.64 1.37 5.38
## Pavia 4349 1.61 1.75 7.97
## Sondrio 1180 3.24 1.39 6.52
## Varese 2667 1.83 2.23 2.99
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1948 Min. :0.3394 Min. : 1180 Min. : 2.994
## 1st Qu.:0.3572 1st Qu.:0.5352 1st Qu.: 2891 1st Qu.: 5.815
## Median :0.6219 Median :1.0286 Median : 3796 Median : 7.221
## Mean :0.9750 Mean :1.0828 Mean : 6176 Mean : 8.223
## 3rd Qu.:1.2683 3rd Qu.:1.4818 3rd Qu.: 7356 3rd Qu.:10.152
## Max. :3.2371 Max. :2.2334 Max. :19337 Max. :16.818
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Ancona 1810 0.28 0.20 3.84
## Ascoli Piceno 281 0.00 0.24 1.36
## Fermo 435 0.93 0.94 2.50
## Macerata 1017 0.69 0.60 3.24
## Pesaro e Urbino 2506 0.64 0.91 6.98
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.2034 Min. : 281 Min. :1.356
## 1st Qu.:0.2770 1st Qu.:0.2384 1st Qu.: 435 1st Qu.:2.503
## Median :0.6426 Median :0.5970 Median :1017 Median :3.237
## Mean :0.5081 Mean :0.5766 Mean :1210 Mean :3.584
## 3rd Qu.:0.6931 3rd Qu.:0.9074 3rd Qu.:1810 3rd Qu.:3.841
## Max. :0.9281 Max. :0.9368 Max. :2506 Max. :6.983
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Campobasso 224 0.00 0.15 1.01
## Isernia 56 1.82 0.60 0.66
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.1493 Min. : 56 Min. :0.6637
## 1st Qu.:0.4545 1st Qu.:0.2625 1st Qu.: 98 1st Qu.:0.7509
## Median :0.9091 Median :0.3758 Median :140 Median :0.8381
## Mean :0.9091 Mean :0.3758 Mean :140 Mean :0.8381
## 3rd Qu.:1.3636 3rd Qu.:0.4891 3rd Qu.:182 3rd Qu.:0.9253
## Max. :1.8182 Max. :0.6024 Max. :224 Max. :1.0125
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Alessandria 3417 2.12 1.47 8.11
## Asti 1572 1.68 2.59 7.32
## Biella 966 0.31 0.49 5.50
## Cuneo 2486 1.10 1.08 4.23
## Novara 2291 1.15 1.09 6.21
## Torino 13098 2.02 2.05 5.80
## Verbano-Cusio-Ossola 1005 0.00 0.30 6.35
## Vercelli 1107 0.73 0.43 6.48
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.3003 Min. : 966 Min. :4.234
## 1st Qu.:0.6238 1st Qu.:0.4721 1st Qu.: 1082 1st Qu.:5.723
## Median :1.1230 Median :1.0838 Median : 1932 Median :6.278
## Mean :1.1383 Mean :1.1858 Mean : 3243 Mean :6.250
## 3rd Qu.:1.7656 3rd Qu.:1.6124 3rd Qu.: 2719 3rd Qu.:6.689
## Max. :2.1219 Max. :2.5881 Max. :13098 Max. :8.111
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Bari 1313 0.92 0.72 1.05
## Barletta-Andria-Trani 373 0.54 0.45 0.96
## Brindisi 566 1.98 0.72 1.44
## Foggia 1044 1.16 1.82 1.68
## Lecce 487 0.62 0.76 0.61
## Taranto 258 1.18 0.39 0.45
## daily_growth three_day_rate total_cases per_capita
## Min. :0.5391 Min. :0.3906 Min. : 258.0 Min. :0.4473
## 1st Qu.:0.6955 1st Qu.:0.5174 1st Qu.: 401.5 1st Qu.:0.6985
## Median :1.0426 Median :0.7190 Median : 526.5 Median :1.0026
## Mean :1.0671 Mean :0.8107 Mean : 673.5 Mean :1.0305
## 3rd Qu.:1.1731 3rd Qu.:0.7536 3rd Qu.: 924.5 3rd Qu.:1.3424
## Max. :1.9820 Max. :1.8204 Max. :1313.0 Max. :1.6780
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Cagliari 235 0.43 0.43 0.55
## Nuoro 77 1.32 0.44 0.37
## Oristano 54 0.00 0.00 0.34
## Sassari 836 0.36 0.28 1.70
## Sud Sardegna 93 0.00 0.36 0.27
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0000 Min. : 54 Min. :0.2652
## 1st Qu.:0.0000 1st Qu.:0.2807 1st Qu.: 77 1st Qu.:0.3424
## Median :0.3601 Median :0.3610 Median : 93 Median :0.3692
## Mean :0.4207 Mean :0.3015 Mean :259 Mean :0.6445
## 3rd Qu.:0.4274 3rd Qu.:0.4292 3rd Qu.:235 3rd Qu.:0.5452
## Max. :1.3158 Max. :0.4367 Max. :836 Max. :1.7007
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Agrigento 135 0.00 0.50 0.31
## Caltanissetta 159 0.00 2.42 0.61
## Catania 973 0.21 0.41 0.88
## Enna 411 0.24 0.74 2.49
## Messina 538 0.94 0.31 0.86
## Palermo 493 2.71 2.26 0.39
## Ragusa 91 2.25 0.74 0.28
## Siracusa 227 1.34 0.90 0.57
## Trapani 139 0.00 0.48 0.32
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.3117 Min. : 91.0 Min. :0.2836
## 1st Qu.:0.0000 1st Qu.:0.4843 1st Qu.:139.0 1st Qu.:0.3229
## Median :0.2439 Median :0.7408 Median :227.0 Median :0.5686
## Mean :0.8536 Mean :0.9746 Mean :351.8 Mean :0.7462
## 3rd Qu.:1.3393 3rd Qu.:0.8969 3rd Qu.:493.0 3rd Qu.:0.8582
## Max. :2.7083 Max. :2.4185 Max. :973.0 Max. :2.4941
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Arezzo 624 0.48 0.27 1.82
## Firenze 3120 1.33 1.19 3.08
## Grosseto 406 0.25 0.33 1.83
## Livorno 513 0.00 0.33 1.53
## Lucca 1276 0.24 0.29 3.29
## Massa-Carrara 994 0.10 0.37 5.10
## Pisa 847 0.12 0.28 2.02
## Pistoia 630 0.96 0.64 2.15
## Prato 520 0.58 0.45 2.02
## Siena 422 0.24 0.16 1.58
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.1585 Min. : 406.0 Min. :1.532
## 1st Qu.:0.1476 1st Qu.:0.2800 1st Qu.: 514.8 1st Qu.:1.824
## Median :0.2422 Median :0.3288 Median : 627.0 Median :2.020
## Mean :0.4296 Mean :0.4311 Mean : 935.2 Mean :2.443
## 3rd Qu.:0.5560 3rd Qu.:0.4325 3rd Qu.: 957.2 3rd Qu.:2.852
## Max. :1.3316 Max. :1.1924 Max. :3120.0 Max. :5.101
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Bolzano / Bozen 2518 0.44 0.29 4.74
## Trento 4116 1.16 1.00 7.61
## daily_growth three_day_rate total_cases per_capita
## Min. :0.4388 Min. :0.2929 Min. :2518 Min. :4.740
## 1st Qu.:0.6178 1st Qu.:0.4696 1st Qu.:2918 1st Qu.:5.457
## Median :0.7969 Median :0.6463 Median :3317 Median :6.174
## Mean :0.7969 Mean :0.6463 Mean :3317 Mean :6.174
## 3rd Qu.:0.9760 3rd Qu.:0.8229 3rd Qu.:3716 3rd Qu.:6.890
## Max. :1.1551 Max. :0.9996 Max. :4116 Max. :7.607
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Perugia 992 0.1 0.10 1.51
## Terni 349 0.0 1.48 1.55
## daily_growth three_day_rate total_cases per_capita
## Min. :0.00000 Min. :0.1010 Min. :349.0 Min. :1.511
## 1st Qu.:0.02523 1st Qu.:0.4445 1st Qu.:509.8 1st Qu.:1.520
## Median :0.05045 Median :0.7881 Median :670.5 Median :1.529
## Mean :0.05045 Mean :0.7881 Mean :670.5 Mean :1.529
## 3rd Qu.:0.07568 3rd Qu.:1.1316 3rd Qu.:831.2 3rd Qu.:1.538
## Max. :0.10091 Max. :1.4751 Max. :992.0 Max. :1.547
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate
## Valle d'Aosta / Vallée d'Aoste 1128 0.36 0.51
## per_capita
## 8.98
## [1] "2020-04-30"
## province total_cases daily_growth three_day_rate per_capita
## Belluno 1107 2.12 1.46 5.45
## Padova 3851 0.39 0.21 4.11
## Rovigo 427 0.23 0.39 1.82
## Treviso 2511 0.97 0.47 2.83
## Venezia 2438 0.54 1.00 2.86
## Verona 4666 0.84 1.02 5.04
## Vicenza 2644 1.07 0.94 3.07
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2347 Min. :0.2086 Min. : 427 Min. :1.818
## 1st Qu.:0.4636 1st Qu.:0.4312 1st Qu.:1772 1st Qu.:2.843
## Median :0.8429 Median :0.9376 Median :2511 Median :3.066
## Mean :0.8803 Mean :0.7843 Mean :2521 Mean :3.595
## 3rd Qu.:1.0177 3rd Qu.:1.0124 3rd Qu.:3248 3rd Qu.:4.571
## Max. :2.1218 Max. :1.4567 Max. :4666 Max. :5.455
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